{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Principal Component Analysis (PCA)\n",
    "\n",
    "sklearn.decomposition.PCA\n",
    "\n",
    "目标：将高维数据掠影到低维空间中\n",
    "寻找一个d*k变换矩阵\n",
    "约束条件：寻找在最小均方差意义下最能够代表原始数据的投影方法。\n",
    "\n",
    "Principal component analysis (PCA)\n",
    "Linear dimensionality reduction using Singular Value Decomposition of the data to project it to a lower dimensional space.\n",
    "It uses the LAPACK implementation of the full SVD or a randomized truncated SVD by the method of Halko et al. 2009, depending on the shape of the input data and the number of components to extract.\n",
    "It can also use the scipy.sparse.linalg ARPACK implementation of the truncated SVD.\n",
    "Notice that this class does not support sparse input. See TruncatedSVD for an alternative with sparse data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 手写数字的主成分分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of data: (1797, 64)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "# Standard scientific Python imports\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# The digits dataset\n",
    "digits = datasets.load_digits()\n",
    "\n",
    "n_samples = len(digits.images)\n",
    "data = digits.images.reshape((n_samples, -1))\n",
    "\n",
    "print(\"shape of data: {0}\".format(data.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 使用numpy实现PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方差的比重： [0.14890594 0.13618771]\n",
      "特征值： [179.0069301  163.71774688]\n",
      "\n",
      " 特征向量： [[ 0.00000000e+00  0.00000000e+00]\n",
      " [ 1.73094651e-02  1.01064569e-02]\n",
      " [ 2.23428835e-01  4.90849204e-02]\n",
      " [ 1.35913304e-01  9.43337493e-03]\n",
      " [ 3.30323092e-02  5.36015636e-02]\n",
      " [ 9.66340844e-02  1.17755318e-01]\n",
      " [ 8.32943805e-03  6.21281792e-02]\n",
      " [-2.26900082e-03  7.93574578e-03]\n",
      " [ 3.20516495e-04  1.63216259e-04]\n",
      " [ 1.19308905e-01  2.10167064e-02]\n",
      " [ 2.44451676e-01 -6.03485687e-02]\n",
      " [-1.48512745e-01  5.33769554e-03]\n",
      " [ 4.67319410e-02  9.19769205e-02]\n",
      " [ 2.17740744e-01  5.19210493e-02]\n",
      " [ 1.48136776e-02  5.89354684e-02]\n",
      " [-4.47779518e-03  3.33283413e-03]\n",
      " [ 4.94136398e-05  4.22872096e-05]\n",
      " [ 7.95419375e-02 -3.62458505e-02]\n",
      " [-8.33951454e-02 -1.98257337e-01]\n",
      " [-2.15915342e-01  4.86386550e-02]\n",
      " [ 1.72126801e-01  2.25574894e-01]\n",
      " [ 1.63712098e-01  4.50541862e-03]\n",
      " [-2.86444452e-02 -2.67696727e-02]\n",
      " [-4.23251803e-03  2.08735745e-04]\n",
      " [-9.85488574e-05  5.66233953e-05]\n",
      " [-6.42319144e-02 -7.71235121e-02]\n",
      " [-2.54093316e-01 -1.88447107e-01]\n",
      " [ 3.56771026e-02  1.37952518e-01]\n",
      " [ 2.09462569e-01  2.61042779e-01]\n",
      " [ 4.31311420e-02 -4.98350596e-02]\n",
      " [-5.13118688e-02 -6.51113775e-02]\n",
      " [-2.13422732e-04 -4.03200346e-05]\n",
      " [ 0.00000000e+00  0.00000000e+00]\n",
      " [-1.59950883e-01 -8.81559918e-02]\n",
      " [-3.68690774e-01 -8.71737595e-02]\n",
      " [-1.64406827e-01  2.70860181e-01]\n",
      " [-8.52007908e-02  2.85291800e-01]\n",
      " [-3.72982855e-02 -1.66461582e-01]\n",
      " [-2.15866980e-02 -1.27860543e-01]\n",
      " [ 0.00000000e+00  0.00000000e+00]\n",
      " [-1.28865585e-03 -2.89440157e-04]\n",
      " [-1.06945287e-01 -5.08304859e-02]\n",
      " [-3.03067457e-01 -1.30274463e-01]\n",
      " [-2.47813041e-01  2.68906468e-01]\n",
      " [-2.09637296e-01  3.01575537e-01]\n",
      " [-1.22325219e-02 -2.40259064e-01]\n",
      " [ 3.69458497e-02 -2.17555551e-01]\n",
      " [-1.61485028e-03 -1.32726068e-03]\n",
      " [-6.93023548e-04 -2.86742937e-04]\n",
      " [ 8.35144239e-03 -1.05548282e-02]\n",
      " [ 5.58598986e-02 -1.53370694e-01]\n",
      " [-9.30534169e-02  1.19535173e-01]\n",
      " [-1.07387720e-01  9.72508046e-02]\n",
      " [ 1.37734565e-01 -2.85869538e-01]\n",
      " [ 6.32879466e-02 -1.48776446e-01]\n",
      " [-9.61671077e-04 -5.42290907e-04]\n",
      " [-9.55079131e-06  3.34028085e-05]\n",
      " [ 1.40786840e-02  1.00791167e-02]\n",
      " [ 2.35675488e-01  7.02724074e-02]\n",
      " [ 1.41225588e-01 -1.71108112e-02]\n",
      " [ 9.15964553e-03 -1.94296399e-01]\n",
      " [ 8.94184677e-02 -1.76697117e-01]\n",
      " [ 3.65977111e-02 -1.94547053e-02]\n",
      " [ 1.14684954e-02  6.69693895e-03]]\n"
     ]
    }
   ],
   "source": [
    "def my_PCA(X, r):\n",
    "    n, m = X.shape #（样本数，维度）\n",
    "    data_mean = np.mean(X, 0)  # 对列求平均值\n",
    "    X = X - np.tile(data_mean, (n, 1))  # 将所有样例减去对应均值得到A\n",
    "    assert np.allclose(X.mean(axis=0), np.zeros(m))  # 确保X已经中心化，每个维度的均值为0\n",
    "\n",
    "    # Compute covariance matrix\n",
    "    C = np.dot(X.T, X) / (n - 1)\n",
    "    # Eigen decomposition\n",
    "    eigen_vals, eigen_vecs = np.linalg.eig(C)\n",
    "    # Project X onto PC space\n",
    "    X_pca = np.dot(X, eigen_vecs[:, 0:r])\n",
    "\n",
    "    # Get variance explained by singular values\n",
    "    explained_variance_ = eigen_vals / (n - 1)\n",
    "    total_var = explained_variance_.sum()\n",
    "    explained_variance_ratio_ = explained_variance_ / total_var\n",
    "\n",
    "    return X_pca, explained_variance_ratio_, eigen_vals, eigen_vecs\n",
    "\n",
    "r = 2\n",
    "X_pca, explained_variance_ratio_, eigen_vals, eigen_vecs = my_PCA(data, r=r)\n",
    "print(\"方差的比重：\", explained_variance_ratio_[:r])\n",
    "print(\"特征值：\", eigen_vals[:r])\n",
    "print(\"\\n 特征向量：\",eigen_vecs[:,:r])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.14890594 0.28509365 0.40303959 0.48713938 0.54496353 0.59413263\n",
      " 0.6372925  0.67390623 0.70743871 0.73822677 0.76195018 0.78467714\n",
      " 0.80289578 0.82063433 0.83530534 0.84940249 0.86258838 0.87506976\n",
      " 0.88524694 0.89430312 0.9031985  0.91116973 0.91884467 0.9260737\n",
      " 0.93303259 0.9389934  0.94474955 0.94990113 0.95479652 0.9590854\n",
      " 0.96282146 0.96635421 0.96972105 0.97300135 0.97608455 0.97902234\n",
      " 0.98158823 0.98386565 0.98608843 0.98820273 0.99010182 0.99168835\n",
      " 0.99319995 0.99460574 0.99577196 0.99684689 0.99781094 0.99858557\n",
      " 0.99914278 0.99954711 0.99975703 0.99983951 0.99989203 0.99994255\n",
      " 0.99997555 0.99998798 0.99999503 0.99999804 0.99999911 0.99999966\n",
      " 1.         1.         1.         1.        ]\n"
     ]
    }
   ],
   "source": [
    "result = np.array(explained_variance_ratio_).cumsum()\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 使用SKlearn实现PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方差的比重： [0.14890594 0.13618771]\n",
      "特征值： [567.0065665  542.25185421]\n",
      "\n",
      " 特征向量： [[-8.94418326e-18 -1.73094634e-02 -2.23428823e-01 -1.35913314e-01\n",
      "  -3.30323152e-02 -9.66340675e-02 -8.32943053e-03  2.26900053e-03\n",
      "  -3.20516523e-04 -1.19308901e-01 -2.44451674e-01  1.48512734e-01\n",
      "  -4.67319546e-02 -2.17740744e-01 -1.48136753e-02  4.47779412e-03\n",
      "  -4.94137058e-05 -7.95419367e-02  8.33951562e-02  2.15915345e-01\n",
      "  -1.72126793e-01 -1.63712101e-01  2.86444372e-02  4.23251703e-03\n",
      "   9.85488264e-05  6.42319154e-02  2.54093325e-01 -3.56771044e-02\n",
      "  -2.09462551e-01 -4.31311357e-02  5.13118584e-02  2.13422699e-04\n",
      "   0.00000000e+00  1.59950889e-01  3.68690774e-01  1.64406806e-01\n",
      "   8.52007971e-02  3.72982998e-02  2.15866949e-02  0.00000000e+00\n",
      "   1.28865604e-03  1.06945300e-01  3.03067471e-01  2.47813050e-01\n",
      "   2.09637308e-01  1.22325299e-02 -3.69458520e-02  1.61485023e-03\n",
      "   6.93023658e-04 -8.35143575e-03 -5.58598787e-02  9.30534208e-02\n",
      "   1.07387718e-01 -1.37734572e-01 -6.32879404e-02  9.61671436e-04\n",
      "   9.55080070e-06 -1.40786818e-02 -2.35675473e-01 -1.41225602e-01\n",
      "  -9.15965928e-03 -8.94184582e-02 -3.65976987e-02 -1.14684939e-02]\n",
      " [ 3.55270189e-17 -1.01064589e-02 -4.90849191e-02 -9.43342481e-03\n",
      "  -5.36016130e-02 -1.17755264e-01 -6.21281498e-02 -7.93574712e-03\n",
      "  -1.63216498e-04 -2.10167220e-02  6.03485813e-02 -5.33775243e-03\n",
      "  -9.19770377e-02 -5.19210571e-02 -5.89354585e-02 -3.33283999e-03\n",
      "  -4.22874917e-05  3.62458378e-02  1.98257428e-01 -4.86386517e-02\n",
      "  -2.25574835e-01 -4.50543845e-03  2.67696185e-02 -2.08741629e-04\n",
      "  -5.66235080e-05  7.71235176e-02  1.88447132e-01 -1.37952547e-01\n",
      "  -2.61042640e-01  4.98350232e-02  6.51112829e-02  4.03198073e-05\n",
      "  -0.00000000e+00  8.81560260e-02  8.71736979e-02 -2.70860325e-01\n",
      "  -2.85291746e-01  1.66461640e-01  1.27860515e-01 -0.00000000e+00\n",
      "   2.89441066e-04  5.08305707e-02  1.30274566e-01 -2.68906440e-01\n",
      "  -3.01575499e-01  2.40259114e-01  2.17555537e-01  1.32725947e-03\n",
      "   2.86743392e-04  1.05548635e-02  1.53370800e-01 -1.19535192e-01\n",
      "  -9.72508554e-02  2.85869467e-01  1.48776436e-01  5.42285045e-04\n",
      "  -3.34027450e-05 -1.00791150e-02 -7.02723980e-02  1.71107635e-02\n",
      "   1.94296349e-01  1.76697114e-01  1.94547145e-02 -6.69694500e-03]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2, 64)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "X = pca.fit_transform(data)\n",
    "\n",
    "#Percentage of variance explained by each of the selected components.\n",
    "print(\"方差的比重：\", pca.explained_variance_ratio_)\n",
    "#The singular values corresponding to each of the selected components.\n",
    "print(\"特征值：\", pca.singular_values_)\n",
    "\n",
    "#Principal axes in feature space, representing the directions of maximum variance in the data. \n",
    "print(\"\\n 特征向量：\",pca.components_)\n",
    "\n",
    "pca.components_.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-1.00000000e+00  1.73360368e-12]\n",
      " [-1.71186539e-12 -1.00000000e+00]]\n"
     ]
    }
   ],
   "source": [
    "c1 = eigen_vecs[:,:r]\n",
    "c2 = pca.components_\n",
    "print(c2 @ c1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 由numpy实现PCA所生成的特征\n",
    "X1 = X_pca\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "prop_cycle = plt.rcParams['axes.prop_cycle']\n",
    "colors = prop_cycle.by_key()['color']\n",
    "\n",
    "plt.figure(figsize=(8,8),dpi=60)\n",
    "\n",
    "y = digits.target\n",
    "\n",
    "for i in range(10):\n",
    "    plt.scatter(X1[y == i,0], X1[y == i,1],s=50,c=colors[i],\n",
    "                marker='o',alpha=0.5, label = i)\n",
    "   \n",
    "plt.legend(loc = 'upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "prop_cycle = plt.rcParams['axes.prop_cycle']\n",
    "colors = prop_cycle.by_key()['color']\n",
    "\n",
    "plt.figure(figsize=(8,8),dpi=60)\n",
    "\n",
    "y = digits.target\n",
    "\n",
    "for i in range(10):\n",
    "    plt.scatter(X[y == i,0], X[y == i,1],s=50,c=colors[i],\n",
    "                marker='o',alpha=0.5, label = i)\n",
    "   \n",
    "plt.legend(loc = 'upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.14890594 0.28509365 0.40303959 0.48713938 0.54496353 0.59413263\n",
      " 0.6372925  0.67390623 0.70743871 0.73822677 0.76195018 0.78467714\n",
      " 0.80289578 0.82063433 0.83530534 0.84940249 0.86258838 0.87506976\n",
      " 0.88524694 0.89430312 0.9031985  0.91116973 0.91884467 0.9260737\n",
      " 0.93303259 0.9389934  0.94474955 0.94990113 0.95479652 0.9590854\n",
      " 0.96282146 0.96635421 0.96972105 0.97300135 0.97608455 0.97902234\n",
      " 0.98158823 0.98386565 0.98608843 0.98820273 0.99010182 0.99168835\n",
      " 0.99319995 0.99460574 0.99577196 0.99684689 0.99781094 0.99858557\n",
      " 0.99914278 0.99954711 0.99975703 0.99983951 0.99989203 0.99994255\n",
      " 0.99997555 0.99998798 0.99999503 0.99999804 0.99999911 0.99999966\n",
      " 1.         1.         1.         1.        ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1efc614ab50>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "import numpy as np\n",
    "\n",
    "pca = PCA(n_components=64)\n",
    "pca.fit(data)\n",
    "y = pca.explained_variance_ratio_\n",
    "\n",
    "result = np.array(y).cumsum()\n",
    "print(result) \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(6,3),dpi=120)\n",
    "plt.plot(range(1,65), result, c='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.decomposition import PCA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 70 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "digits = datasets.load_digits() # 加载数据\n",
    "n_samples = len(digits.images)\n",
    "data = digits.images.reshape((n_samples, -1))\n",
    "\n",
    "# 把数据所代表的图片显示出来\n",
    "images_and_labels = list(zip(digits.images, digits.target))\n",
    "X = data[:10]\n",
    "\n",
    "plt.figure(figsize=(10, 8), dpi=100)\n",
    "for index, (image, label) in enumerate(images_and_labels[:10]):\n",
    "    plt.subplot(7, 10, index + 1)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest')\n",
    "    plt.title('Digit: %i' % label, fontsize=10)\n",
    "\n",
    "nc = [32, 21, 13, 9, 6, 2] # 0.96, 0.9, 0.8, 0.7, 0.6, 0.29\n",
    "for k, n in enumerate(nc):\n",
    "    pca = PCA(n_components=n)\n",
    "    pca.fit(data)\n",
    "    x_pca = pca.transform(X)\n",
    "    x_inv = pca.inverse_transform(x_pca)\n",
    "    x_inv = x_inv.reshape((-1, 8, 8))\n",
    "    \n",
    "#     plt.figure(figsize=(8, 1), dpi=100)\n",
    "    for index, image in enumerate(x_inv):\n",
    "        plt.subplot(7, 10, index + 11 + k * 10)\n",
    "        plt.axis('off')\n",
    "        plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest')\n",
    "        plt.title('%i' % n, fontsize=10)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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